Samsung dataset

Dataset statistics

Number of variables	12
Number of observations	1,000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	360
Duplicate rows (%)	36.0%
Total size in memory	315.6 KiB
Average record size in memory	323.1 B

Variable types

Numeric	8
Categorical	3
Boolean	1

Alerts

Dataset has 360 (36.0%) duplicate rows	Duplicates
`5G Capability` is highly overall correlated with `Market Share (%)` and 1 other fields	High correlation
`Market Share (%)` is highly overall correlated with `5G Capability`	High correlation
`Product Model` is highly overall correlated with `5G Capability`	High correlation

Reproduction

Analysis started	2026-02-19 11:46:36.262441
Analysis finished	2026-02-19 11:46:48.745936
Duration	12.48 seconds
Software version	ydata-profiling vv4.18.0
Download configuration	config.json

Year
Real number (ℝ)

Distinct	6
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2021.456

Minimum	2019
Maximum	2024
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	2019
5-th percentile	2019
Q1	2020
median	2021
Q3	2023
95-th percentile	2024
Maximum	2024
Range	5
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.7002808
Coefficient of variation (CV)	0.00084111692
Kurtosis	-1.2533538
Mean	2021.456
Median Absolute Deviation (MAD)	1
Skewness	0.025365695
Sum	2021456
Variance	2.890955
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
2019	173	17.3%
2021	171	17.1%
2022	169	16.9%
2020	166	16.6%
2023	164	16.4%
2024	157	15.7%

Value	Count	Frequency (%)
2019	173	17.3%
2020	166	16.6%
2021	171	17.1%
2022	169	16.9%
2023	164	16.4%
2024	157	15.7%

Value	Count	Frequency (%)
2024	157	15.7%
2023	164	16.4%
2022	169	16.9%
2021	171	17.1%
2020	166	16.6%
2019	173	17.3%

Quarter
Categorical

Distinct	4
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	57.7 KiB

Q1	256
Q2	255
Q3	248
Q4	241

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	2,000
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Q1
2nd row	Q1
3rd row	Q1
4th row	Q1
5th row	Q1

Common Values

Value	Count	Frequency (%)
Q1	256	25.6%
Q2	255	25.5%
Q3	248	24.8%
Q4	241	24.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
q1	256	25.6%
q2	255	25.5%
q3	248	24.8%
q4	241	24.1%

Most occurring characters

Value	Count	Frequency (%)
Q	1000	50.0%
1	256	12.8%
2	255	12.8%
3	248	12.4%
4	241	12.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
Q	1000	50.0%
1	256	12.8%
2	255	12.8%
3	248	12.4%
4	241	12.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
Q	1000	50.0%
1	256	12.8%
2	255	12.8%
3	248	12.4%
4	241	12.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
Q	1000	50.0%
1	256	12.8%
2	255	12.8%
3	248	12.4%
4	241	12.0%

Product Model
Categorical

High correlation

Distinct	15
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Memory size	69.0 KiB

Galaxy S22 5G	79
Galaxy Note10	74
Galaxy A32 5G	69
Galaxy Z Flip3 5G	69
Galaxy Z Fold3 5G	69
Other values (10)	640

Length

Max length	17
Median length	13
Mean length	13.477
Min length	10

Characters and Unicode

Total characters	13,477
Distinct characters	24
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Galaxy S10
2nd row	Galaxy Note10
3rd row	Galaxy S20
4th row	Galaxy Note20
5th row	Galaxy S21

Common Values

Value	Count	Frequency (%)
Galaxy S22 5G	79	7.9%
Galaxy Note10	74	7.4%
Galaxy A32 5G	69	6.9%
Galaxy Z Flip3 5G	69	6.9%
Galaxy Z Fold3 5G	69	6.9%
Galaxy A52 5G	68	6.8%
Galaxy Note20	67	6.7%
Galaxy S21	67	6.7%
Galaxy S10	66	6.6%
Galaxy A73 5G	66	6.6%
Other values (5)	306	30.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
galaxy	1000	34.1%
5g	666	22.7%
z	264	9.0%
s22	79	2.7%
note10	74	2.5%
a32	69	2.4%
flip3	69	2.4%
fold3	69	2.4%
a52	68	2.3%
s21	67	2.3%
Other values (8)	505	17.2%

Most occurring characters

Value	Count	Frequency (%)
a	2000	14.8%
	1930	14.3%
G	1666	12.4%
l	1264	9.4%
x	1000	7.4%
y	1000	7.4%
5	796	5.9%
2	611	4.5%
3	331	2.5%
S	330	2.4%
Other values (14)	2549	18.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	13477	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	2000	14.8%
	1930	14.3%
G	1666	12.4%
l	1264	9.4%
x	1000	7.4%
y	1000	7.4%
5	796	5.9%
2	611	4.5%
3	331	2.5%
S	330	2.4%
Other values (14)	2549	18.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	13477	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	2000	14.8%
	1930	14.3%
G	1666	12.4%
l	1264	9.4%
x	1000	7.4%
y	1000	7.4%
5	796	5.9%
2	611	4.5%
3	331	2.5%
S	330	2.4%
Other values (14)	2549	18.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	13477	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	2000	14.8%
	1930	14.3%
G	1666	12.4%
l	1264	9.4%
x	1000	7.4%
y	1000	7.4%
5	796	5.9%
2	611	4.5%
3	331	2.5%
S	330	2.4%
Other values (14)	2549	18.9%

5G Capability
Boolean

High correlation

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	1.1 KiB

True	666
False	334

Value	Count	Frequency (%)
True	666	66.6%
False	334	33.4%

Units Sold
Real number (ℝ)

Distinct	354
Distinct (%)	35.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32842.99

Minimum	5309
Maximum	64883
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	5309
5-th percentile	7473
Q1	19327.25
median	33689
Q3	43911
95-th percentile	58340.25
Maximum	64883
Range	59574
Interquartile range (IQR)	24583.75

Descriptive statistics

Standard deviation	16039.771
Coefficient of variation (CV)	0.48837729
Kurtosis	-0.95610633
Mean	32842.99
Median Absolute Deviation (MAD)	12477
Skewness	0.040410034
Sum	32842990
Variance	2.5727424 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
38119	6	0.6%
5465	6	0.6%
42266	6	0.6%
36255	6	0.6%
26634	5	0.5%
42820	5	0.5%
15007	5	0.5%
40418	5	0.5%
8330	5	0.5%
36216	5	0.5%
Other values (344)	946	94.6%

Value	Count	Frequency (%)
5309	2	0.2%
5465	6	0.6%
5564	2	0.2%
5718	2	0.2%
6501	2	0.2%
6542	3	0.3%
6548	3	0.3%
6557	2	0.2%
6628	4	0.4%
6719	3	0.3%

Value	Count	Frequency (%)
64883	3	0.3%
64381	2	0.2%
63974	3	0.3%
63966	3	0.3%
63804	2	0.2%
63494	2	0.2%
63137	4	0.4%
62968	3	0.3%
62215	2	0.2%
61958	2	0.2%

Revenue ($)
Real number (ℝ)

Distinct	360
Distinct (%)	36.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30197332

Minimum	2987436.4
Maximum	84264944
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	2987436.4
5-th percentile	6397386.2
Q1	14607494
median	28012005
Q3	41803911
95-th percentile	65444721
Maximum	84264944
Range	81277507
Interquartile range (IQR)	27196417

Descriptive statistics

Standard deviation	18379406
Coefficient of variation (CV)	0.60864339
Kurtosis	-0.21298281
Mean	30197332
Median Absolute Deviation (MAD)	13615176
Skewness	0.68631469
Sum	3.0197332 × 10¹⁰
Variance	3.3780258 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14185149.88	6	0.6%
49899540.8	6	0.6%
12091673.94	6	0.6%
35842354.88	5	0.5%
33782555.28	5	0.5%
63070767.79	5	0.5%
45919818.68	5	0.5%
56176071.66	5	0.5%
17977115.15	5	0.5%
19621770.61	5	0.5%
Other values (350)	947	94.7%

Value	Count	Frequency (%)
2987436.384	2	0.2%
4212951.048	3	0.3%
4252116.888	2	0.2%
4424999.499	2	0.2%
4494602.493	3	0.3%
4828393.062	4	0.4%
4874859.738	3	0.3%
4967036.616	2	0.2%
5030391.84	2	0.2%
5136019.542	4	0.4%

Value	Count	Frequency (%)
84264943.84	2	0.2%
82025137.2	2	0.2%
80946999.25	3	0.3%
79592293.16	3	0.3%
79207664.34	4	0.4%
78970161.31	2	0.2%
76740547.76	2	0.2%
75369161.28	2	0.2%
71988709.97	2	0.2%
71564619.92	3	0.3%

Market Share (%)
Real number (ℝ)

High correlation

Distinct	274
Distinct (%)	27.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.72357

Minimum	-0.49
Maximum	6.95
Zeros	2
Zeros (%)	0.2%
Negative	49
Negative (%)	4.9%
Memory size	7.9 KiB

Quantile statistics

Minimum	-0.49
5-th percentile	0
Q1	2.635
median	3.76
Q3	5.2825
95-th percentile	6.65
Maximum	6.95
Range	7.44
Interquartile range (IQR)	2.6475

Descriptive statistics

Standard deviation	1.9911085
Coefficient of variation (CV)	0.53473104
Kurtosis	-0.7364446
Mean	3.72357
Median Absolute Deviation (MAD)	1.31
Skewness	-0.31978569
Sum	3723.57
Variance	3.9645129
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.02	13	1.3%
0.34	13	1.3%
3.88	12	1.2%
4.21	12	1.2%
3.44	11	1.1%
6.33	11	1.1%
4.66	9	0.9%
5.28	8	0.8%
6.1	8	0.8%
3.84	8	0.8%
Other values (264)	895	89.5%

Value	Count	Frequency (%)
-0.49	2	0.2%
-0.47	3	0.3%
-0.42	2	0.2%
-0.39	2	0.2%
-0.36	3	0.3%
-0.35	2	0.2%
-0.25	5	0.5%
-0.23	3	0.3%
-0.2	4	0.4%
-0.17	2	0.2%

Value	Count	Frequency (%)
6.95	3	0.3%
6.92	4	0.4%
6.91	5	0.5%
6.84	6	0.6%
6.83	7	0.7%
6.82	3	0.3%
6.81	5	0.5%
6.75	3	0.3%
6.71	6	0.6%
6.7	2	0.2%

Regional 5G Coverage (%)
Real number (ℝ)

Distinct	344
Distinct (%)	34.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	66.88972

Minimum	25.34
Maximum	103.92
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	25.34
5-th percentile	38.79
Q1	50.4
median	67.05
Q3	83.21
95-th percentile	98.2245
Maximum	103.92
Range	78.58
Interquartile range (IQR)	32.81

Descriptive statistics

Standard deviation	19.254095
Coefficient of variation (CV)	0.28784834
Kurtosis	-0.95536163
Mean	66.88972
Median Absolute Deviation (MAD)	16.42
Skewness	0.018700315
Sum	66889.72
Variance	370.72016
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
83.96	10	1.0%
69.32	8	0.8%
33.54	8	0.8%
87.83	7	0.7%
74.46	7	0.7%
48.75	7	0.7%
73.54	6	0.6%
75.22	6	0.6%
47.84	6	0.6%
67	6	0.6%
Other values (334)	929	92.9%

Value	Count	Frequency (%)
25.34	2	0.2%
25.7	3	0.3%
25.88	3	0.3%
27.27	3	0.3%
27.94	3	0.3%
28.49	3	0.3%
30.32	4	0.4%
30.37	3	0.3%
31.64	2	0.2%
32.09	2	0.2%

Value	Count	Frequency (%)
103.92	2	0.2%
103.82	2	0.2%
103.78	3	0.3%
103.73	3	0.3%
103.57	3	0.3%
102.8	2	0.2%
102.54	2	0.2%
102.49	2	0.2%
102.38	2	0.2%
101.8	3	0.3%

5G Subscribers (millions)
Real number (ℝ)

Distinct	350
Distinct (%)	35.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30.15208

Minimum	-0.89
Maximum	54.94
Zeros	0
Zeros (%)	0.0%
Negative	10
Negative (%)	1.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	-0.89
5-th percentile	6.712
Q1	18.4125
median	29.915
Q3	44.36
95-th percentile	51.8
Maximum	54.94
Range	55.83
Interquartile range (IQR)	25.9475

Descriptive statistics

Standard deviation	14.537781
Coefficient of variation (CV)	0.48214853
Kurtosis	-1.0357426
Mean	30.15208
Median Absolute Deviation (MAD)	13.01
Skewness	-0.1497599
Sum	30152.08
Variance	211.34708
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29.96	9	0.9%
23.96	7	0.7%
48.17	7	0.7%
13.99	6	0.6%
45.99	6	0.6%
8.11	6	0.6%
38.33	6	0.6%
9.77	6	0.6%
13.22	5	0.5%
24.69	5	0.5%
Other values (340)	937	93.7%

Value	Count	Frequency (%)
-0.89	2	0.2%
-0.65	4	0.4%
-0.05	4	0.4%
0.34	3	0.3%
0.84	2	0.2%
1.47	3	0.3%
1.57	3	0.3%
1.68	3	0.3%
2.27	2	0.2%
2.53	5	0.5%

Value	Count	Frequency (%)
54.94	3	0.3%
54.48	2	0.2%
54.35	2	0.2%
54.21	4	0.4%
53.76	2	0.2%
53.48	2	0.2%
53.4	2	0.2%
53.26	2	0.2%
52.82	2	0.2%
52.81	2	0.2%

Avg 5G Speed (Mbps)
Real number (ℝ)

Distinct	358
Distinct (%)	35.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	179.22556

Minimum	50.37
Maximum	298.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	50.37
5-th percentile	67.46
Q1	120.41
median	177.39
Q3	238.86
95-th percentile	287.88
Maximum	298.7
Range	248.33
Interquartile range (IQR)	118.45

Descriptive statistics

Standard deviation	70.470934
Coefficient of variation (CV)	0.39319689
Kurtosis	-1.1146455
Mean	179.22556
Median Absolute Deviation (MAD)	59.22
Skewness	-0.018571924
Sum	179225.56
Variance	4966.1525
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
292.18	6	0.6%
284.33	6	0.6%
81.43	6	0.6%
238.86	5	0.5%
162.28	5	0.5%
160.98	5	0.5%
85.44	5	0.5%
175.6	5	0.5%
177.43	5	0.5%
66.34	5	0.5%
Other values (348)	947	94.7%

Value	Count	Frequency (%)
50.37	2	0.2%
51.12	2	0.2%
51.73	3	0.3%
52.28	2	0.2%
52.52	3	0.3%
52.85	3	0.3%
54.56	2	0.2%
57.25	2	0.2%
57.27	3	0.3%
58.21	2	0.2%

Value	Count	Frequency (%)
298.7	2	0.2%
297.81	2	0.2%
297.3	2	0.2%
296.75	2	0.2%
296.12	2	0.2%
295.85	2	0.2%
295.62	2	0.2%
294.91	3	0.3%
294.86	3	0.3%
294.81	3	0.3%

Preference for 5G (%)
Real number (ℝ)

Distinct	347
Distinct (%)	34.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	67.14291

Minimum	37.14
Maximum	94.84
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	37.14
5-th percentile	43.46
Q1	53.2675
median	66.96
Q3	80.99
95-th percentile	91.7235
Maximum	94.84
Range	57.7
Interquartile range (IQR)	27.7225

Descriptive statistics

Standard deviation	15.75925
Coefficient of variation (CV)	0.23471206
Kurtosis	-1.208542
Mean	67.14291
Median Absolute Deviation (MAD)	14
Skewness	-0.00061770557
Sum	67142.91
Variance	248.35398
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
63.04	7	0.7%
88.16	7	0.7%
87.01	6	0.6%
84.08	6	0.6%
86.82	6	0.6%
37.14	6	0.6%
85.88	6	0.6%
63.86	5	0.5%
59.6	5	0.5%
75.51	5	0.5%
Other values (337)	941	94.1%

Value	Count	Frequency (%)
37.14	6	0.6%
37.26	5	0.5%
38.07	2	0.2%
38.28	3	0.3%
38.5	2	0.2%
39.33	4	0.4%
39.57	2	0.2%
40.03	3	0.3%
40.12	2	0.2%
41.31	2	0.2%

Value	Count	Frequency (%)
94.84	2	0.2%
94.7	2	0.2%
94.43	4	0.4%
94.36	3	0.3%
94.16	3	0.3%
93.45	4	0.4%
93.38	3	0.3%
93.28	3	0.3%
93.25	2	0.2%
93.2	3	0.3%

Region
Categorical

Distinct	5
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	68.4 KiB

North America	226
Latin America	205
Middle East & Africa	200
Europe	192
Asia-Pacific	177

Length

Max length	20
Median length	13
Mean length	12.879
Min length	6

Characters and Unicode

Total characters	12,879
Distinct characters	25
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Asia-Pacific
2nd row	Latin America
3rd row	Middle East & Africa
4th row	North America
5th row	Latin America

Common Values

Value	Count	Frequency (%)
North America	226	22.6%
Latin America	205	20.5%
Middle East & Africa	200	20.0%
Europe	192	19.2%
Asia-Pacific	177	17.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
america	431	21.2%
north	226	11.1%
latin	205	10.1%
middle	200	9.8%
east	200	9.8%
	200	9.8%
africa	200	9.8%
europe	192	9.5%
asia-pacific	177	8.7%

Most occurring characters

Value	Count	Frequency (%)
i	1567	12.2%
a	1390	10.8%
r	1049	8.1%
	1031	8.0%
c	985	7.6%
e	823	6.4%
A	808	6.3%
t	631	4.9%
m	431	3.3%
o	418	3.2%
Other values (15)	3746	29.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	12879	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
i	1567	12.2%
a	1390	10.8%
r	1049	8.1%
	1031	8.0%
c	985	7.6%
e	823	6.4%
A	808	6.3%
t	631	4.9%
m	431	3.3%
o	418	3.2%
Other values (15)	3746	29.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	12879	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
i	1567	12.2%
a	1390	10.8%
r	1049	8.1%
	1031	8.0%
c	985	7.6%
e	823	6.4%
A	808	6.3%
t	631	4.9%
m	431	3.3%
o	418	3.2%
Other values (15)	3746	29.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	12879	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
i	1567	12.2%
a	1390	10.8%
r	1049	8.1%
	1031	8.0%
c	985	7.6%
e	823	6.4%
A	808	6.3%
t	631	4.9%
m	431	3.3%
o	418	3.2%
Other values (15)	3746	29.1%

	5G Capability	5G Subscribers (millions)	Avg 5G Speed (Mbps)	Market Share (%)	Preference for 5G (%)	Product Model	Quarter	Region	Regional 5G Coverage (%)	Revenue ($)	Units Sold	Year
5G Capability	1.000	0.362	0.089	0.798	0.396	0.993	0.000	0.054	0.412	0.287	0.348	0.000
5G Subscribers (millions)	0.362	1.000	0.096	0.172	0.045	0.223	0.146	0.126	0.139	0.083	0.091	-0.023
Avg 5G Speed (Mbps)	0.089	0.096	1.000	0.009	-0.029	0.166	0.104	0.119	0.046	0.131	0.030	0.131
Market Share (%)	0.798	0.172	0.009	1.000	0.246	0.290	0.090	0.147	0.176	0.160	0.120	0.019
Preference for 5G (%)	0.396	0.045	-0.029	0.246	1.000	0.240	0.105	0.133	0.020	0.161	0.060	-0.071
Product Model	0.993	0.223	0.166	0.290	0.240	1.000	0.000	0.170	0.225	0.183	0.214	0.000
Quarter	0.000	0.146	0.104	0.090	0.105	0.000	1.000	0.073	0.127	0.110	0.151	0.000
Region	0.054	0.126	0.119	0.147	0.133	0.170	0.073	1.000	0.115	0.151	0.135	0.059
Regional 5G Coverage (%)	0.412	0.139	0.046	0.176	0.020	0.225	0.127	0.115	1.000	0.095	0.091	0.069
Revenue ($)	0.287	0.083	0.131	0.160	0.161	0.183	0.110	0.151	0.095	1.000	0.051	-0.044
Units Sold	0.348	0.091	0.030	0.120	0.060	0.214	0.151	0.135	0.091	0.051	1.000	0.000
Year	0.000	-0.023	0.131	0.019	-0.071	0.000	0.000	0.059	0.069	-0.044	0.000	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	Year	Quarter	Product Model	5G Capability	Units Sold	Revenue ($)	Market Share (%)	Regional 5G Coverage (%)	5G Subscribers (millions)	Avg 5G Speed (Mbps)	Preference for 5G (%)	Region
0	2019	Q1	Galaxy S10	No	26396	4.212951e+06	1.04	57.36	39.55	293.10	55.87	Asia-Pacific
1	2019	Q1	Galaxy Note10	No	25671	7.240266e+06	2.82	85.80	42.58	67.46	37.26	Latin America
2	2019	Q1	Galaxy S20	No	16573	2.560833e+07	-0.03	47.02	3.78	77.25	84.66	Middle East & Africa
3	2019	Q1	Galaxy Note20	No	7177	2.198442e+07	0.84	25.70	23.41	105.27	40.03	North America
4	2019	Q1	Galaxy S21	No	45633	1.634244e+07	2.36	89.13	44.43	206.17	76.88	Latin America
5	2019	Q1	Galaxy A32 5G	Yes	15912	1.717833e+07	5.41	59.12	12.14	179.15	80.79	Middle East & Africa
6	2019	Q1	Galaxy A52 5G	Yes	7231	4.863981e+07	5.90	52.94	44.36	259.16	77.55	Latin America
7	2019	Q1	Galaxy A73 5G	Yes	58711	7.017578e+07	4.92	79.95	49.70	191.42	74.83	Europe
8	2019	Q1	Galaxy Z Fold2 5G	Yes	40641	5.195956e+07	2.64	44.77	31.27	151.18	66.51	North America
9	2019	Q1	Galaxy Z Flip3 5G	Yes	38119	4.989954e+07	6.84	51.21	38.33	284.33	87.01	Latin America

	Year	Quarter	Product Model	5G Capability	Units Sold	Revenue ($)	Market Share (%)	Regional 5G Coverage (%)	5G Subscribers (millions)	Avg 5G Speed (Mbps)	Preference for 5G (%)	Region
990	2020	Q1	Galaxy A32 5G	Yes	42883	1.858873e+07	6.37	72.87	45.86	273.59	52.90	Asia-Pacific
991	2023	Q1	Galaxy Z Flip5 5G	Yes	11658	1.413069e+07	4.81	64.15	50.51	117.92	62.56	Europe
992	2020	Q1	Galaxy S22 5G	Yes	40807	2.840947e+07	3.04	47.56	33.59	95.38	57.91	Latin America
993	2019	Q4	Galaxy Z Flip3 5G	Yes	34541	2.330878e+07	4.03	59.35	8.37	138.67	80.35	Latin America
994	2019	Q4	Galaxy S22 5G	Yes	6719	3.831129e+07	5.38	42.55	50.32	110.97	87.80	Asia-Pacific
995	2023	Q4	Galaxy S22 5G	Yes	36216	2.995937e+07	3.82	70.59	46.92	177.43	63.86	Latin America
996	2022	Q2	Galaxy S21	No	33806	2.369938e+07	-0.23	77.31	47.51	129.70	78.41	North America
997	2022	Q1	Galaxy S10	No	23678	2.330203e+07	0.58	45.61	43.79	156.56	72.06	Europe
998	2023	Q4	Galaxy Note10	No	35697	1.946256e+07	2.49	36.55	36.44	236.39	47.11	North America
999	2020	Q4	Galaxy Note20	No	7473	1.962177e+07	3.88	74.66	27.55	177.22	72.36	North America

Most frequently occurring

	Year	Quarter	Product Model	5G Capability	Units Sold	Revenue ($)	Market Share (%)	Regional 5G Coverage (%)	5G Subscribers (millions)	Avg 5G Speed (Mbps)	Preference for 5G (%)	Region	# duplicates
9	2019	Q1	Galaxy S22 5G	Yes	36255	1.209167e+07	4.66	56.50	9.77	81.43	85.88	Middle East & Africa	6
11	2019	Q1	Galaxy Z Flip3 5G	Yes	38119	4.989954e+07	6.84	51.21	38.33	284.33	87.01	Latin America	6
199	2022	Q2	Galaxy Note10	No	5465	1.418515e+07	1.97	73.54	45.99	292.18	37.14	North America	6
4	2019	Q1	Galaxy Note10	No	25671	7.240266e+06	2.82	85.80	42.58	67.46	37.26	Latin America	5
25	2019	Q2	Galaxy S23 5G	Yes	36613	6.307077e+07	3.25	83.96	13.22	280.73	75.51	North America	5
110	2020	Q4	Galaxy Note20	No	7473	1.962177e+07	3.88	74.66	27.55	177.22	72.36	North America	5
125	2021	Q1	Galaxy Note20	No	36476	9.769649e+06	0.40	67.05	29.96	138.12	52.54	Europe	5
135	2021	Q2	Galaxy A14 5G	Yes	33576	1.575834e+07	6.65	73.37	14.85	69.65	58.52	Europe	5
136	2021	Q2	Galaxy A32 5G	Yes	26634	1.797712e+07	2.97	45.93	52.08	238.86	74.08	Middle East & Africa	5
156	2021	Q3	Galaxy S10	No	39031	1.860894e+07	3.81	33.54	15.30	107.98	58.30	Asia-Pacific	5

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring